 Across industries, organizations are developing cloud native applications to deliver a lot of inventive products and solutions to their customers. And the common thread among all of these applications is data. They all rely on different types of data and it could be customer data, data from business processes, from machines, from vehicles, so it's very important for the databases, the data lakes, the data analytics workloads to be very scalable, to be very responsive to change and allow for rapid development and deployment. Our new ebook answers some of the key questions that you may have in that process. It covers things such as what are the essential components of the data pipeline, so development team will need a data ingestion tool because the data is likely coming in from a lot of different sources, they will need a data transformation and preparation tool to clean and transform the data for the next steps which can be analytics, which can be AIML or some other use case. Some key things to keep in mind there are that the platform really should be equipped with features such as automation to save developers time. It should be able to run consistently across different infrastructures, so on-prem, across the cloud, at the edge, very importantly it should also be able to integrate with a lot of third-party services. Keeping all of these things in mind and ensuring that you're selecting the right database, the right containers and Kubernetes platform, the right tools for your data pipeline and your application will ensure that your developers can really focus on building the applications and delivering the important business results. The ebook also highlights what other organizations are doing with databases and data analytics workloads on OpenShift and how it has enabled them to achieve some really interesting results, such as saving time, increasing revenue, increasing efficiency and developing some CI CD and DevOps processes. So I think those are some of my favorite use cases of OpenShift and how it's been helping organizations across the globe with their cloud-native app development.